Pith Number

pith:TUAAHCQE

pith:2024:TUAAHCQE2TVQ3L3UTB7L4I76NW

not attested not anchored not stored refs pending

Eliminating Information Leakage in Hard Concept Bottleneck Models with Supervised, Hierarchical Concept Learning

Ao Sun, Pingchuan Ma, Shuai Wang, Yuanyuan Yuan

arxiv:2402.05945 v1 · 2024-02-03 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{TUAAHCQE2TVQ3L3UTB7L4I76NW}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

8 papers in Pith

Do Sparse Autoencoders Learn Meaningful Concept Hierarchies?

Concept Flow Models: Anchoring Concept-Based Reasoning with Hierarchical Bottlenecks

TRACE: A Concept Bottleneck Model for Longitudinal 3D Glioblastoma Response Assessment

In Defense of Information Leakage in Concept-based Models

Formal Concept Lattices are Good Semantic Scaffolds for Concept-Based Learning

Receipt and verification

First computed	2026-07-05T07:43:15.751676Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d00038a04d4eb0daf74987ebe23fe6d9a79e7e4beb637fe39029ab2b6f9b695

Aliases

arxiv: 2402.05945 · arxiv_version: 2402.05945v1 · doi: 10.48550/arxiv.2402.05945 · pith_short_12: TUAAHCQE2TVQ · pith_short_16: TUAAHCQE2TVQ3L3U · pith_short_8: TUAAHCQE

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/TUAAHCQE2TVQ3L3UTB7L4I76NW \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 9d00038a04d4eb0daf74987ebe23fe6d9a79e7e4beb637fe39029ab2b6f9b695

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a971f5b49092684eb45ddf72689d6d31603b57ca211b5a4c263c5e69da896671",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-03T03:50:58Z",
    "title_canon_sha256": "c55e40b72689e78ca11d4054bb2cc23996bd2d2bbae0f871aaef094f4526524d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.05945",
    "kind": "arxiv",
    "version": 1
  }
}